研究文章
剩余使用寿命预测基于多尺度卷积神经网络的滚动轴承与扩张卷积模块集成
|
| 轴承 |
该方法 |
款 |
美国有线电视新闻网 |
LSTM |
MS-CNN (15] |
| 梅(%) |
均方根误差(%) |
梅(%) |
均方根误差(%) |
梅(%) |
均方根误差(%) |
梅(%) |
均方根误差(%) |
梅(%) |
均方根误差(%) |
|
| 1 - 3 |
6.14 |
7.83 |
17.31 |
22.54 |
8.50 |
10.52 |
11.21 |
14.68 |
6.75 |
8.98 |
| 1 - 4 |
19.29 |
24.62 |
34.14 |
36.27 |
26.31 |
33.28 |
26.71 |
32.37 |
24.38 |
27.47 |
| 1 - 5 |
17.46 |
23.98 |
28.74 |
32.15 |
24.84 |
32.22 |
25.15 |
32.05 |
18.15 |
22.25 |
| 1 - 6 |
18.19 |
21.96 |
32.46 |
38.43 |
22.86 |
26.81 |
24.31 |
29.08 |
20.33 |
22.95 |
| 1 - 7 |
10.87 |
17.96 |
19.68 |
32.6 |
12.09 |
17.96 |
16.85 |
23.19 |
10.31 |
16.36 |
| 2 - 3 |
17.54 |
23.23 |
40.51 |
46.19 |
25.35 |
31.36 |
28.18 |
34.58 |
25.18 |
30.25 |
| 2 - 4 |
29.81 |
34.98 |
42.73 |
55.72 |
32.78 |
39.04 |
32.69 |
40.70 |
26.14 |
28.69 |
| 2 - 5 |
21.71 |
28.23 |
37.46 |
41.03 |
22.56 |
29.41 |
26.32 |
32.75 |
23.62 |
30.16 |
| 2 - 6 |
19.20 |
24.35 |
29.45 |
39.85 |
22.20 |
27.77 |
29.89 |
36.22 |
20.70 |
25.71 |
| 2 - 7日 |
27.20 |
32.64 |
41.20 |
44.21 |
38.29 |
43.02 |
28.37 |
33.68 |
22.14 |
30.26 |
| 3 - 3 |
13.78 |
17.97 |
28.05 |
23.75 |
18.01 |
21.83 |
16.86 |
20.37 |
15.46 |
20.07 |
|
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